Dust aerosol effects on decentralized solar: A cause of systematic undersizing of solar panels in West Africa

IF 11 1区 工程技术 Q1 ENERGY & FUELS
Stewart A. Isaacs , Olga Kalashnikova , Michael J. Garay , Aaron van Donkelaar , Melanie Hammer , Danielle R. Wood , Wesley L. Harris
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引用次数: 0

Abstract

Decentralized solar is an emerging strategy for advancing modern energy access among rural populations globally. However, both natural and anthropogenic aerosols can significantly worsen solar panel performance. Although the effect of aerosols is typically assessed using satellite or reanalysis data during system sizing, these datasets often underestimate extreme aerosol conditions in West Africa.
This study evaluates the impact of aerosols on photovoltaic (PV) output by developing irradiance and generation models that accept as input three reanalysis and satellite-derived datasets with varying spatial and temporal resolution. The accuracy of each dataset is evaluated through comparisons to ground-based AERONET measurements. We find none of the aerosol datasets capture the highest aerosol loadings well, underestimating the 99th percentile aerosol optical depth (AOD) values between 18–49 %, which can lead to undersizing PV systems by up to 11 % for high-reliability designs.
To capture total regional dust impacts, we combine dust aerosol with dust soiling loss modeling. Modeled irradiance shows that daily energy losses during the annual Harmattan dry season can reach 50 %, and seasonal energy losses caused by dust can be between 19–40 %. In locations within the Sahel, soiling dominates dust-associated losses (62–66 % of total losses), while for coastal locations near the Gulf of Guinea, dust aerosols drive losses (56 %).
These findings highlight the need for location-specific mitigation strategies to effectively address PV dust losses. The modeling framework developed in this study can be used to improve the siting, sizing and maintenance strategies for PV systems in dry regions worldwide.
粉尘气溶胶对分散式太阳能的影响:西非太阳能电池板系统性尺寸过小的原因
分散式太阳能是促进全球农村人口获得现代能源的一项新兴战略。然而,自然和人为的气溶胶都能显著地恶化太阳能电池板的性能。虽然气溶胶的影响通常是在系统评估期间使用卫星或再分析数据来评估的,但这些数据集往往低估了西非的极端气溶胶条件。本研究通过开发辐照度和发电模型来评估气溶胶对光伏(PV)输出的影响,该模型接受三个不同时空分辨率的再分析和卫星衍生数据集作为输入。每个数据集的准确性通过与地面AERONET测量值的比较来评估。我们发现,没有一个气溶胶数据集能很好地捕捉到最高的气溶胶负荷,低估了第99百分位气溶胶光学深度(AOD)值在18 - 49%之间,这可能导致光伏系统在高可靠性设计中低估高达11%。为了捕获总区域粉尘影响,我们将粉尘气溶胶与粉尘污染损失模型相结合。模拟辐照度显示,在每年的Harmattan旱季,日能量损失可达50%,而粉尘造成的季节性能量损失可在19 - 40%之间。在萨赫勒地区,土壤污染主导着与沙尘有关的损失(占总损失的62 - 66%),而在几内亚湾附近的沿海地区,沙尘气溶胶导致损失(56%)。这些发现强调了针对特定地点的缓解策略的必要性,以有效解决光伏粉尘损失问题。本研究开发的建模框架可用于改善全球干旱地区光伏系统的选址、规模和维护策略。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Applied Energy
Applied Energy 工程技术-工程:化工
CiteScore
21.20
自引率
10.70%
发文量
1830
审稿时长
41 days
期刊介绍: Applied Energy serves as a platform for sharing innovations, research, development, and demonstrations in energy conversion, conservation, and sustainable energy systems. The journal covers topics such as optimal energy resource use, environmental pollutant mitigation, and energy process analysis. It welcomes original papers, review articles, technical notes, and letters to the editor. Authors are encouraged to submit manuscripts that bridge the gap between research, development, and implementation. The journal addresses a wide spectrum of topics, including fossil and renewable energy technologies, energy economics, and environmental impacts. Applied Energy also explores modeling and forecasting, conservation strategies, and the social and economic implications of energy policies, including climate change mitigation. It is complemented by the open-access journal Advances in Applied Energy.
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